diff --git a/taskcluster/darwin-amd64-tflite-opt.yml b/taskcluster/darwin-amd64-tflite-opt.yml
new file mode 100644
index 00000000..5b1eaa70
--- /dev/null
+++ b/taskcluster/darwin-amd64-tflite-opt.yml
@@ -0,0 +1,17 @@
+build:
+  template_file: darwin-opt-base.tyml
+  routes:
+    - "index.project.deepspeech.deepspeech.native_client.${event.head.branchortag}.osx-tflite"
+    - "index.project.deepspeech.deepspeech.native_client.${event.head.branchortag}.${event.head.sha}.osx-tflite"
+    - "index.project.deepspeech.deepspeech.native_client.osx-tflite.${event.head.sha}"
+    - "notify.irc-channel.${notifications.irc}.on-exception"
+    - "notify.irc-channel.${notifications.irc}.on-failed"
+  tensorflow: "https://index.taskcluster.net/v1/task/project.deepspeech.tensorflow.pip.r1.13.174b4760eb1cba50482ed7d890e654060d360e4b.osx/artifacts/public/home.tar.xz"
+  scripts:
+    build: "taskcluster/host-build.sh tflite"
+    package: "taskcluster/package.sh"
+  nc_asset_name: "native_client.amd64.tflite.osx.tar.xz"
+  maxRunTime: 14400
+  metadata:
+    name: "DeepSpeech OSX AMD64 TFLite"
+    description: "Building DeepSpeech for OSX AMD64, TFLite, optimized version"
diff --git a/taskcluster/host-build.sh b/taskcluster/host-build.sh
index 908bfcdf..2488a14a 100755
--- a/taskcluster/host-build.sh
+++ b/taskcluster/host-build.sh
@@ -2,6 +2,8 @@
 
 set -xe
 
+runtime=$1
+
 source $(dirname "$0")/tc-tests-utils.sh
 
 source ${DS_ROOT_TASK}/DeepSpeech/tf/tc-vars.sh
@@ -11,7 +13,11 @@ BAZEL_TARGETS="
 //native_client:generate_trie
 "
 
-BAZEL_BUILD_FLAGS="${BAZEL_OPT_FLAGS} ${BAZEL_EXTRA_FLAGS}"
+if [ "${runtime}" = "tflite" ]; then
+  BAZEL_BUILD_TFLITE="--define=runtime=tflite"
+fi;
+BAZEL_BUILD_FLAGS="${BAZEL_BUILD_TFLITE} ${BAZEL_OPT_FLAGS} ${BAZEL_EXTRA_FLAGS}"
+
 BAZEL_ENV_FLAGS="TF_NEED_CUDA=0"
 SYSTEM_TARGET=host
 
diff --git a/taskcluster/linux-amd64-tflite-opt.yml b/taskcluster/linux-amd64-tflite-opt.yml
new file mode 100644
index 00000000..22901461
--- /dev/null
+++ b/taskcluster/linux-amd64-tflite-opt.yml
@@ -0,0 +1,24 @@
+build:
+  template_file: linux-opt-base.tyml
+  routes:
+    - "index.project.deepspeech.deepspeech.native_client.${event.head.branchortag}.tflite"
+    - "index.project.deepspeech.deepspeech.native_client.${event.head.branchortag}.${event.head.sha}.tflite"
+    - "index.project.deepspeech.deepspeech.native_client.tflite.${event.head.sha}"
+    - "notify.irc-channel.${notifications.irc}.on-exception"
+    - "notify.irc-channel.${notifications.irc}.on-failed"
+  system_setup:
+    >
+      ${nodejs.packages_trusty.prep_8} && ${nodejs.packages_trusty.apt_pinning}
+      && apt-get -qq update && apt-get -qq -y install nodejs python-yaml &&
+      apt-get -qq -y install ${python.packages_trusty.apt} && ${swig.packages.install_script}
+  system_config:
+    >
+      ${swig.patch_nodejs.linux}
+  tensorflow: "https://index.taskcluster.net/v1/task/project.deepspeech.tensorflow.pip.r1.13.174b4760eb1cba50482ed7d890e654060d360e4b.cpu/artifacts/public/home.tar.xz"
+  scripts:
+    build: "taskcluster/host-build.sh tflite"
+    package: "taskcluster/package.sh"
+  nc_asset_name: "native_client.amd64.tflite.linux.tar.xz"
+  metadata:
+    name: "DeepSpeech Linux AMD64 TFLite"
+    description: "Building DeepSpeech for Linux/AMD64, TFLite, optimized version"
diff --git a/taskcluster/package.sh b/taskcluster/package.sh
index 9828a5e5..2acc737a 100755
--- a/taskcluster/package.sh
+++ b/taskcluster/package.sh
@@ -10,6 +10,8 @@ cp ${DS_ROOT_TASK}/DeepSpeech/tf/bazel*.log ${TASKCLUSTER_ARTIFACTS}/
 
 package_native_client "native_client.tar.xz"
 
+package_libdeepspeech_as_zip "libdeepspeech.zip"
+
 if [ -d ${DS_ROOT_TASK}/DeepSpeech/ds/wheels ]; then
     cp ${DS_ROOT_TASK}/DeepSpeech/ds/wheels/* ${TASKCLUSTER_ARTIFACTS}/
     cp ${DS_ROOT_TASK}/DeepSpeech/ds/native_client/javascript/deepspeech-*.tgz ${TASKCLUSTER_ARTIFACTS}/
diff --git a/taskcluster/tc-android-ds-tests.sh b/taskcluster/tc-android-ds-tests.sh
index f7296058..0f5e289c 100755
--- a/taskcluster/tc-android-ds-tests.sh
+++ b/taskcluster/tc-android-ds-tests.sh
@@ -9,6 +9,7 @@ source $(dirname "$0")/tc-tests-utils.sh
 
 model_source=${DEEPSPEECH_TEST_MODEL//.pb/.tflite}
 model_name=$(basename "${model_source}")
+export DATA_TMP_DIR=${ANDROID_TMP_DIR}/ds
 
 if [ "${arm_flavor}" = "armeabi-v7a" ]; then
     export DEEPSPEECH_ARTIFACTS_ROOT=${DEEPSPEECH_ARTIFACTS_ROOT_ARMV7}
diff --git a/taskcluster/tc-cpp_tflite-ds-tests.sh b/taskcluster/tc-cpp_tflite-ds-tests.sh
new file mode 100644
index 00000000..549befcc
--- /dev/null
+++ b/taskcluster/tc-cpp_tflite-ds-tests.sh
@@ -0,0 +1,18 @@
+#!/bin/bash
+
+set -xe
+
+source $(dirname "$0")/tc-tests-utils.sh
+
+model_source=${DEEPSPEECH_TEST_MODEL//.pb/.tflite}
+model_name=$(basename "${model_source}")
+export DEEPSPEECH_ARTIFACTS_ROOT=${DEEPSPEECH_ARTIFACTS_TFLITE_ROOT}
+export DATA_TMP_DIR=${TASKCLUSTER_TMP_DIR}
+
+download_material "${TASKCLUSTER_TMP_DIR}/ds"
+
+export PATH=${TASKCLUSTER_TMP_DIR}/ds/:$PATH
+
+check_tensorflow_version
+
+run_tflite_basic_inference_tests
diff --git a/taskcluster/tc-tests-utils.sh b/taskcluster/tc-tests-utils.sh
index 0aa222ef..31e2de1c 100755
--- a/taskcluster/tc-tests-utils.sh
+++ b/taskcluster/tc-tests-utils.sh
@@ -309,12 +309,12 @@ check_runtime_electronjs()
 run_tflite_basic_inference_tests()
 {
   set +e
-  phrase_pbmodel_nolm=$(${DS_BINARY_PREFIX}deepspeech --model ${ANDROID_TMP_DIR}/ds/${model_name} --alphabet ${ANDROID_TMP_DIR}/ds/alphabet.txt --audio ${ANDROID_TMP_DIR}/ds/LDC93S1.wav 2>${TASKCLUSTER_TMP_DIR}/stderr)
+  phrase_pbmodel_nolm=$(${DS_BINARY_PREFIX}deepspeech --model ${DATA_TMP_DIR}/${model_name} --alphabet ${DATA_TMP_DIR}/alphabet.txt --audio ${DATA_TMP_DIR}/LDC93S1.wav 2>${TASKCLUSTER_TMP_DIR}/stderr)
   set -e
   assert_correct_ldc93s1 "${phrase_pbmodel_nolm}" "$?"
 
   set +e
-  phrase_pbmodel_nolm=$(${DS_BINARY_PREFIX}deepspeech --model ${ANDROID_TMP_DIR}/ds/${model_name} --alphabet ${ANDROID_TMP_DIR}/ds/alphabet.txt --audio ${ANDROID_TMP_DIR}/ds/LDC93S1.wav --extended 2>${TASKCLUSTER_TMP_DIR}/stderr)
+  phrase_pbmodel_nolm=$(${DS_BINARY_PREFIX}deepspeech --model ${DATA_TMP_DIR}/${model_name} --alphabet ${DATA_TMP_DIR}/alphabet.txt --audio ${DATA_TMP_DIR}/LDC93S1.wav --extended 2>${TASKCLUSTER_TMP_DIR}/stderr)
   set -e
   assert_correct_ldc93s1 "${phrase_pbmodel_nolm}" "$?"
 }
@@ -1066,7 +1066,7 @@ do_deepspeech_python_build()
   mkdir -p wheels
 
   SETUP_FLAGS=""
-  if [ "${rename_to_gpu}" ]; then
+  if [ "${rename_to_gpu}" = "--cuda" ]; then
     SETUP_FLAGS="--project_name deepspeech-gpu"
   fi
 
@@ -1199,7 +1199,7 @@ do_deepspeech_nodejs_build()
       clean node-wrapper
   done;
 
-  if [ "${rename_to_gpu}" ]; then
+  if [ "${rename_to_gpu}" = "--cuda" ]; then
     make -C native_client/javascript clean npm-pack PROJECT_NAME=deepspeech-gpu
   else
     make -C native_client/javascript clean npm-pack
@@ -1235,7 +1235,7 @@ do_deepspeech_npm_package()
     curl -L https://queue.taskcluster.net/v1/task/${dep}/artifacts/public/wrapper.tar.gz | tar -C native_client/javascript -xzvf -
   done;
 
-  if [ "${rename_to_gpu}" ]; then
+  if [ "${rename_to_gpu}" = "--cuda" ]; then
     make -C native_client/javascript clean npm-pack PROJECT_NAME=deepspeech-gpu
   else
     make -C native_client/javascript clean npm-pack
@@ -1347,6 +1347,26 @@ package_native_client_ndk()
     | pixz -9 > "${artifacts_dir}/${artifact_name}"
 }
 
+package_libdeepspeech_as_zip()
+{
+  tensorflow_dir=${DS_TFDIR}
+  artifacts_dir=${TASKCLUSTER_ARTIFACTS}
+  artifact_name=$1
+
+  if [ ! -d ${tensorflow_dir} -o ! -d ${artifacts_dir} ]; then
+    echo "Missing directory. Please check:"
+    echo "tensorflow_dir=${tensorflow_dir}"
+    echo "artifacts_dir=${artifacts_dir}"
+    exit 1
+  fi;
+
+  if [ -z "${artifact_name}" ]; then
+    echo "Please specify artifact name."
+  fi;
+
+  zip -r9 --junk-paths "${artifacts_dir}/${artifact_name}" ${tensorflow_dir}/bazel-bin/native_client/libdeepspeech.so
+}
+
 android_sdk_accept_licenses()
 {
   pushd "${ANDROID_SDK_HOME}"
diff --git a/taskcluster/test-cpp_tflite-darwin-amd64-opt.yml b/taskcluster/test-cpp_tflite-darwin-amd64-opt.yml
new file mode 100644
index 00000000..e05b2ed0
--- /dev/null
+++ b/taskcluster/test-cpp_tflite-darwin-amd64-opt.yml
@@ -0,0 +1,13 @@
+build:
+  template_file: test-darwin-opt-base.tyml
+  dependencies:
+    - "darwin-amd64-tflite-opt"
+    - "test-training_upstream-linux-amd64-py35m-opt"
+  system_setup:
+    >
+      ${cpp.brew.setup} && ${cpp.brew.packages} && ${cpp.brew.env}
+  args:
+    tests_cmdline: "$TASKCLUSTER_TASK_DIR/DeepSpeech/ds/taskcluster/tc-cpp_tflite-ds-tests.sh"
+  metadata:
+    name: "DeepSpeech OSX AMD64 TFlite C++ tests"
+    description: "Testing DeepSpeech C++ for OSX/AMD64, TFLite, optimized version"
diff --git a/taskcluster/test-cpp_tflite-linux-amd64-opt.yml b/taskcluster/test-cpp_tflite-linux-amd64-opt.yml
new file mode 100755
index 00000000..235c6fbc
--- /dev/null
+++ b/taskcluster/test-cpp_tflite-linux-amd64-opt.yml
@@ -0,0 +1,10 @@
+build:
+  template_file: test-linux-opt-base.tyml
+  dependencies:
+    - "linux-amd64-tflite-opt"
+    - "test-training_upstream-linux-amd64-py35m-opt"
+  args:
+    tests_cmdline: "${system.homedir.linux}/DeepSpeech/ds/taskcluster/tc-cpp_tflite-ds-tests.sh"
+  metadata:
+    name: "DeepSpeech Linux AMD64 TFLite C++ tests"
+    description: "Testing DeepSpeech C++ for Linux/AMD64, TFLite, optimized version"
diff --git a/taskcluster/test-cpp_tflite-win-amd64-opt.yml b/taskcluster/test-cpp_tflite-win-amd64-opt.yml
new file mode 100644
index 00000000..dda1c6d4
--- /dev/null
+++ b/taskcluster/test-cpp_tflite-win-amd64-opt.yml
@@ -0,0 +1,10 @@
+build:
+  template_file: test-win-opt-base.tyml
+  dependencies:
+    - "win-amd64-tflite-opt"
+    - "test-training_upstream-linux-amd64-py35m-opt"
+  args:
+    tests_cmdline: "$TASKCLUSTER_TASK_DIR/DeepSpeech/ds/taskcluster/tc-cpp_tflite-ds-tests.sh"
+  metadata:
+    name: "DeepSpeech Windows AMD64 TFLite C++ tests"
+    description: "Testing DeepSpeech C++ for Windows/AMD64, TFLite, optimized version"
diff --git a/taskcluster/test-darwin-opt-base.tyml b/taskcluster/test-darwin-opt-base.tyml
index f2b655de..b3585e31 100644
--- a/taskcluster/test-darwin-opt-base.tyml
+++ b/taskcluster/test-darwin-opt-base.tyml
@@ -34,9 +34,11 @@ then:
       $let:
         training: { $eval: as_slugid("test-training_upstream-linux-amd64-py35m-opt") }
         darwin_amd64_build: { $eval: as_slugid("darwin-amd64-cpu-opt") }
+        darwin_amd64_tflite: { $eval: as_slugid("darwin-amd64-tflite-opt") }
         node_package_cpu: { $eval: as_slugid("node-package-cpu") }
       in:
         DEEPSPEECH_ARTIFACTS_ROOT: https://queue.taskcluster.net/v1/task/${darwin_amd64_build}/artifacts/public
+        DEEPSPEECH_ARTIFACTS_TFLITE_ROOT: https://queue.taskcluster.net/v1/task/${darwin_amd64_tflite}/artifacts/public
         DEEPSPEECH_NODEJS: https://queue.taskcluster.net/v1/task/${node_package_cpu}/artifacts/public
         DEEPSPEECH_TEST_MODEL: https://queue.taskcluster.net/v1/task/${training}/artifacts/public/output_graph.pb
         DEEPSPEECH_PROD_MODEL: https://github.com/reuben/DeepSpeech/releases/download/v0.6.0-alpha.0/output_graph.pb
diff --git a/taskcluster/test-linux-opt-base.tyml b/taskcluster/test-linux-opt-base.tyml
index af396ef4..59bb7d43 100644
--- a/taskcluster/test-linux-opt-base.tyml
+++ b/taskcluster/test-linux-opt-base.tyml
@@ -33,12 +33,14 @@ then:
       $let:
         training: { $eval: as_slugid("test-training_upstream-linux-amd64-py35m-opt") }
         linux_amd64_build: { $eval: as_slugid("linux-amd64-cpu-opt") }
+        linux_amd64_tflite: { $eval: as_slugid("linux-amd64-tflite-opt") }
         linux_amd64_ctc: { $eval: as_slugid("linux-amd64-ctc-opt") }
         node_package_cpu: { $eval: as_slugid("node-package-cpu") }
       in:
         CONVERT_GRAPHDEF_MEMMAPPED: ${build.convert_graphdef}
         BENCHMARK_MODEL_BIN: ${build.benchmark_model_bin}
         DEEPSPEECH_ARTIFACTS_ROOT: https://queue.taskcluster.net/v1/task/${linux_amd64_build}/artifacts/public
+        DEEPSPEECH_ARTIFACTS_TFLITE_ROOT: https://queue.taskcluster.net/v1/task/${linux_amd64_tflite}/artifacts/public
         DEEPSPEECH_NODEJS: https://queue.taskcluster.net/v1/task/${node_package_cpu}/artifacts/public
         DEEPSPEECH_TEST_MODEL: https://queue.taskcluster.net/v1/task/${training}/artifacts/public/output_graph.pb
         DEEPSPEECH_PROD_MODEL: https://github.com/reuben/DeepSpeech/releases/download/v0.6.0-alpha.0/output_graph.pb
diff --git a/taskcluster/test-win-opt-base.tyml b/taskcluster/test-win-opt-base.tyml
index 8c5a93cc..d3249325 100644
--- a/taskcluster/test-win-opt-base.tyml
+++ b/taskcluster/test-win-opt-base.tyml
@@ -38,9 +38,11 @@ then:
       $let:
         training: { $eval: as_slugid("test-training_upstream-linux-amd64-py35m-opt") }
         win_amd64_build: { $eval: as_slugid("win-amd64-cpu-opt") }
+        win_amd64_tflite: { $eval: as_slugid("win-amd64-tflite-opt") }
         node_package_cpu: { $eval: as_slugid("node-package-cpu") }
       in:
         DEEPSPEECH_ARTIFACTS_ROOT: https://queue.taskcluster.net/v1/task/${win_amd64_build}/artifacts/public
+        DEEPSPEECH_ARTIFACTS_TFLITE_ROOT: https://queue.taskcluster.net/v1/task/${win_amd64_tflite}/artifacts/public
         DEEPSPEECH_NODEJS: https://queue.taskcluster.net/v1/task/${node_package_cpu}/artifacts/public
         DEEPSPEECH_TEST_MODEL: https://queue.taskcluster.net/v1/task/${training}/artifacts/public/output_graph.pb
         DEEPSPEECH_PROD_MODEL: https://github.com/reuben/DeepSpeech/releases/download/v0.6.0-alpha.0/output_graph.pb
diff --git a/taskcluster/win-amd64-tflite-opt.yml b/taskcluster/win-amd64-tflite-opt.yml
new file mode 100644
index 00000000..8b77791e
--- /dev/null
+++ b/taskcluster/win-amd64-tflite-opt.yml
@@ -0,0 +1,17 @@
+build:
+  template_file: win-opt-base.tyml
+  routes:
+    - "index.project.deepspeech.deepspeech.native_client.${event.head.branchortag}.win-tflite"
+    - "index.project.deepspeech.deepspeech.native_client.${event.head.branchortag}.${event.head.sha}.win-tflite"
+    - "index.project.deepspeech.deepspeech.native_client.win-tflite.${event.head.sha}"
+    - "notify.irc-channel.${notifications.irc}.on-exception"
+    - "notify.irc-channel.${notifications.irc}.on-failed"
+  tensorflow: "https://index.taskcluster.net/v1/task/project.deepspeech.tensorflow.pip.r1.13.174b4760eb1cba50482ed7d890e654060d360e4b.win/artifacts/public/home.tar.xz"
+  scripts:
+    build: "taskcluster/win-build.sh tflite"
+    package: "taskcluster/win-package.sh"
+  nc_asset_name: "native_client.amd64.tflite.win.tar.xz"
+  maxRunTime: 14400
+  metadata:
+    name: "DeepSpeech Windows AMD64 TFLite"
+    description: "Building DeepSpeech for Windows AMD64, TFLite, optimized version"
diff --git a/taskcluster/win-build.sh b/taskcluster/win-build.sh
index 7d89a0e5..464b91c8 100755
--- a/taskcluster/win-build.sh
+++ b/taskcluster/win-build.sh
@@ -3,6 +3,7 @@
 set -xe
 
 cuda=$1
+runtime=$1
 
 source $(dirname "$0")/tc-tests-utils.sh
 
@@ -19,7 +20,10 @@ if [ "${cuda}" = "--cuda" ]; then
     PROJECT_NAME="DeepSpeech-GPU"
 else
     PROJECT_NAME="DeepSpeech"
-    BAZEL_BUILD_FLAGS="${BAZEL_OPT_FLAGS} ${BAZEL_EXTRA_FLAGS}"
+    if [ "${runtime}" = "tflite" ]; then
+        BAZEL_BUILD_TFLITE="--define=runtime=tflite"
+    fi;
+    BAZEL_BUILD_FLAGS="${BAZEL_BUILD_TFLITE} ${BAZEL_OPT_FLAGS} ${BAZEL_EXTRA_FLAGS}"
     BAZEL_ENV_FLAGS="TF_NEED_CUDA=0"
 fi
 
diff --git a/taskcluster/win-opt-base.tyml b/taskcluster/win-opt-base.tyml
index 7dfb3802..4e6bb79d 100644
--- a/taskcluster/win-opt-base.tyml
+++ b/taskcluster/win-opt-base.tyml
@@ -65,6 +65,7 @@ payload:
       cd $TASKCLUSTER_TASK_DIR &&
       pacman --noconfirm -R bsdtar &&
       pacman --noconfirm -S tar make &&
+      pacman --noconfirm -S zip &&
       (pacman --noconfirm -S patch swig &&
         (for patch_file in $TASKCLUSTER_TASK_DIR/DeepSpeech/ds/native_client/swig_node_v12_*.patch ; do patch -d /usr/share/swig/4.0.0/ -p2 < $patch_file; done)
       ) &&
diff --git a/taskcluster/win-package.sh b/taskcluster/win-package.sh
index 546f6afd..f916a91c 100755
--- a/taskcluster/win-package.sh
+++ b/taskcluster/win-package.sh
@@ -2,8 +2,6 @@
 
 set -xe
 
-arm_flavor=$1
-
 source $(dirname "$0")/tc-tests-utils.sh
 
 mkdir -p ${TASKCLUSTER_ARTIFACTS} || true
@@ -12,6 +10,8 @@ cp ${DS_ROOT_TASK}/DeepSpeech/tf/bazel*.log ${TASKCLUSTER_ARTIFACTS}/
 
 package_native_client "native_client.tar.xz"
 
+package_libdeepspeech_as_zip "libdeepspeech.zip"
+
 cp ${DS_ROOT_TASK}/DeepSpeech/ds/native_client/dotnet/*.nupkg ${TASKCLUSTER_ARTIFACTS}/
 
 cp ${DS_ROOT_TASK}/DeepSpeech/ds/native_client/dotnet/DeepSpeechConsole/bin/x64/Release/DeepSpeechConsole.exe ${TASKCLUSTER_ARTIFACTS}/