diff --git a/README.md b/README.md
index 83faca5..4da490c 100644
--- a/README.md
+++ b/README.md
@@ -59,6 +59,7 @@ pip install jax==0.3.16+ipu jaxlib==0.3.15+ipu.sdk320 -f https://graphcore-resea
 ## Documentation
 
 * [Draft Scaled Arithmetics design document](docs/design.md);
+* [Scaled operators coverage](docs/operators.md)
 
 ## Development
 
diff --git a/docs/operators.md b/docs/operators.md
new file mode 100644
index 0000000..1cf2ba2
--- /dev/null
+++ b/docs/operators.md
@@ -0,0 +1,122 @@
+# JAX Scaled Operators coverage
+
+Summary of JAX LAX operators supported in `autoscale` graph transformation.
+
+## [JAX LAX operations](https://jax.readthedocs.io/en/latest/jax.lax.html)
+
+| Operation              | Supported          | Remarks |
+| ---------------------- | ------------------ |-------- |
+| `abs`                  | :x:                |         |
+| `add`                  | :white_check_mark: |         |
+| `acos`                 | :x:                |         |
+| `approx_max_k`         | :x:                |         |
+| `approx_min_k`         | :x:                |         |
+| `argmax`               | :x:                |         |
+| `argmin`               | :x:                |         |
+| `asin`                 | :x:                |         |
+| `atan`                 | :x:                |         |
+| `atan2`                | :x:                |         |
+| `batch_matmul`         | :x:                |         |
+| `bessel_i0e`           | :x:                |         |
+| `bessel_i1e`           | :x:                |         |
+| `betainc`              | :x:                |         |
+| `bitcast_convert_type` | :white_check_mark: |         |
+| `bitwise_not`          | :x:                |         |
+| `bitwise_and`          | :x:                |         |
+| `bitwise_or`           | :x:                |         |
+| `bitwise_xor`          | :x:                |         |
+| `population_count`     | :x:                |         |
+| `broadcast`            | :white_check_mark: |         |
+| `broadcast_in_dim`     | :white_check_mark: |         |
+| `cbrt`                 | :x:                |         |
+| `ceil`                 | :x:                |         |
+| `clamp`                | :x:                |         |
+| `collapse`             | :white_check_mark: |         |
+| `complex`              | :x:                |         |
+| `concatenate`          | :white_check_mark: |         |
+| `conj`                 | :x:                |         |
+| `conv`                 | :x:                |         |
+| `convert_element_type` | :white_check_mark: |         |
+| `conv_general_dilated` | :x:                |         |
+| `conv_transpose`       | :x:                |         |
+| `cos`                  | :white_check_mark: |         |
+| `cosh`                 | :x:                |         |
+| `cummax`               | :x:                |         |
+| `cummin`               | :x:                |         |
+| `cumprod`              | :x:                |         |
+| `cumsum`               | :x:                |         |
+| `digamma`              | :x:                |         |
+| `div`                  | :white_check_mark: |         |
+| `dot`                  | :white_check_mark: |         |
+| `dot_general`          | :white_check_mark: | Limited set of configurations. See below. |
+| `dynamic_slice`        | :x:                |         |
+| `dynamic_update_slice` | :x:                |         |
+| `eq`                   | :white_check_mark: |         |
+| `erf`                  | :x:                |         |
+| `erfc`                 | :x:                |         |
+| `erf_inv`              | :x:                |         |
+| `exp`                  | :white_check_mark: |         |
+| `expand_dims`          | :white_check_mark: |         |
+| `expm1`                | :x:                |         |
+| `fft`                  | :x:                |         |
+| `floor`                | :x:                |         |
+| `full`                 | :question:         |         |
+| `full_like`            | :question:         |         |
+| `gather`               | :x:                |         |
+| `ge`                   | :white_check_mark: |         |
+| `gt`                   | :white_check_mark: |         |
+| `igamma`               | :x:                |         |
+| `igammac`              | :x:                |         |
+| `imag`                 | :x:                |         |
+| `index_in_dim`         | :x:                |         |
+| `index_take`           | :x:                |         |
+| `iota`                 | :white_check_mark: |         |
+| `is_finite`            | :white_check_mark: |         |
+| `le`                   | :white_check_mark: |         |
+| `lt`                   | :white_check_mark: |         |
+| `lgamma`               | :x:                |         |
+| `log`                  | :white_check_mark: |         |
+| `log1p`                | :x:                |         |
+| `logistic`             | :x:                |         |
+| `max`                  | :white_check_mark: |         |
+| `min`                  | :white_check_mark: |         |
+| `mul`                  | :white_check_mark: |         |
+| `ne`                   | :white_check_mark: |         |
+| `neg`                  | :white_check_mark: |         |
+| `nextafter`            | :x:                |         |
+| `pad`                  | :x:                |         |
+| `polygamma`            | :x:                |         |
+| `pow`                  | :x:                |         |
+| `real`                 | :x:                |         |
+| `reciprocal`           | :x:                |         |
+| `reduce`               | :white_check_mark: |         |
+| `reshape`              | :white_check_mark: |         |
+| `rem`                  | :x:                |         |
+| `rev`                  | :x:                |         |
+| `round`                | :x:                |         |
+| `rsqrt`                | :x:                |         |
+| `scatter`              | :x:                |         |
+| `scatter_add`          | :x:                |         |
+| `scatter_max`          | :x:                |         |
+| `scatter_min`          | :x:                |         |
+| `scatter_mul`          | :x:                |         |
+| `select`               | :white_check_mark: |         |
+| `shift_left`           | :x:                |         |
+| `shift_right_arithmetic`| :x:               |         |
+| `shift_right_logical`  | :x:                |         |
+| `slice`                | :white_check_mark: |         |
+| `slice_in_dim`         | :white_check_mark: |         |
+| `sign`                 | :x:                |         |
+| `sin`                  | :white_check_mark: |         |
+| `sinh`                 | :x:                |         |
+| `sort`                 | :x:                |         |
+| `sort_key_val`         | :x:                |         |
+| `sqrt`                 | :x:                |         |
+| `square`               | :x:                |         |
+| `squeeze`              | :x:                |         |
+| `sub`                  | :white_check_mark: |         |
+| `tan`                  | :x:                |         |
+| `tie_in`               | :x:                | Deprecated in JAX        |
+| `top_k`                | :x:                |         |
+| `transpose`            | :white_check_mark: |         |
+| `zeta`                 | :x:                |         |